After visiting the caves, we recommend going to the Monastery and eating lunch before heading up. The area below the monastery is brimming with restaurants. We recommend Special Flavour, a very, very local spot. We liked the egg rice a lot and also the chicken or pork with mushrooms, though more as a curiosity than for the taste. 20-30CNY per dish.
